Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 250 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 21.6 KiB |
| Average record size in memory | 88.5 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:44:24.387419 |
|---|---|
| Analysis finished | 2020-08-25 00:44:41.473615 |
| Duration | 17.09 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.539025783538818e-09 |
|---|---|
| Minimum | -1.7356771230697632 |
| Maximum | 1.7483699321746826 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.735677123 |
|---|---|
| 5-th percentile | -1.519907719 |
| Q1 | -0.8768334538 |
| median | 0.004678466357 |
| Q3 | 0.8438749909 |
| 95-th percentile | 1.625628453 |
| Maximum | 1.748369932 |
| Range | 3.484047055 |
| Interquartile range (IQR) | 1.720708445 |
Descriptive statistics
| Standard deviation | 0.9999999961 |
|---|---|
| Coefficient of variation (CV) | 282563636.8 |
| Kurtosis | -1.160094438 |
| Mean | 3.539025784e-09 |
| Median Absolute Deviation (MAD) | 0.8595966101 |
| Skewness | 0.06838413412 |
| Sum | 8.847564459e-07 |
| Variance | 0.9999999921 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.844820261 | 1 | 0.4% | |
| 1.017887354 | 1 | 0.4% | |
| 1.585319757 | 1 | 0.4% | |
| 0.7155118585 | 1 | 0.4% | |
| -0.3943763971 | 1 | 0.4% | |
| 0.7570090294 | 1 | 0.4% | |
| 1.661475182 | 1 | 0.4% | |
| 1.379746914 | 1 | 0.4% | |
| 0.2453543842 | 1 | 0.4% | |
| -1.735677123 | 1 | 0.4% | |
| 1.742511153 | 1 | 0.4% | |
| -0.9601217508 | 1 | 0.4% | |
| 1.353524446 | 1 | 0.4% | |
| -0.8886138201 | 1 | 0.4% | |
| -1.214178443 | 1 | 0.4% | |
| -1.532530785 | 1 | 0.4% | |
| -0.80676651 | 1 | 0.4% | |
| 0.3238050342 | 1 | 0.4% | |
| 0.4945554435 | 1 | 0.4% | |
| 1.365527749 | 1 | 0.4% | |
| 1.5334934 | 1 | 0.4% | |
| -1.33817935 | 1 | 0.4% | |
| -0.3399392962 | 1 | 0.4% | |
| -0.7354941964 | 1 | 0.4% | |
| -0.1047537699 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.735677123 | 1 | 0.4% | |
| -1.693748951 | 1 | 0.4% | |
| -1.685185194 | 1 | 0.4% | |
| -1.677916527 | 1 | 0.4% | |
| -1.635887265 | 1 | 0.4% | |
| -1.622828841 | 1 | 0.4% | |
| -1.614548802 | 1 | 0.4% | |
| -1.611758351 | 1 | 0.4% | |
| -1.611295223 | 1 | 0.4% | |
| -1.608355999 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.748369932 | 1 | 0.4% | |
| 1.742511153 | 1 | 0.4% | |
| 1.703021049 | 1 | 0.4% | |
| 1.687304854 | 1 | 0.4% | |
| 1.661475182 | 1 | 0.4% | |
| 1.661249042 | 1 | 0.4% | |
| 1.659585953 | 1 | 0.4% | |
| 1.655056119 | 1 | 0.4% | |
| 1.650273204 | 1 | 0.4% | |
| 1.648696899 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.1646188813330128e-09 |
|---|---|
| Minimum | -1.756024718284607 |
| Maximum | 1.687329649925232 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.756024718 |
|---|---|
| 5-th percentile | -1.569909126 |
| Q1 | -0.8275365978 |
| median | -0.07865515724 |
| Q3 | 0.8497955948 |
| 95-th percentile | 1.594103599 |
| Maximum | 1.68732965 |
| Range | 3.443354368 |
| Interquartile range (IQR) | 1.677332193 |
Descriptive statistics
| Standard deviation | 0.999999998 |
|---|---|
| Coefficient of variation (CV) | -858649996.2 |
| Kurtosis | -1.131694573 |
| Mean | -1.164618881e-09 |
| Median Absolute Deviation (MAD) | 0.8374443054 |
| Skewness | 0.06246210773 |
| Sum | -2.911547203e-07 |
| Variance | 0.999999996 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.606444478 | 1 | 0.4% | |
| -1.179047704 | 1 | 0.4% | |
| 0.3289546072 | 1 | 0.4% | |
| 1.458601952 | 1 | 0.4% | |
| 0.8057518005 | 1 | 0.4% | |
| -0.4734833539 | 1 | 0.4% | |
| 1.064826012 | 1 | 0.4% | |
| -0.2758218348 | 1 | 0.4% | |
| -0.5675661564 | 1 | 0.4% | |
| 1.139034152 | 1 | 0.4% | |
| 0.344326973 | 1 | 0.4% | |
| 1.140000343 | 1 | 0.4% | |
| -0.4700181484 | 1 | 0.4% | |
| -0.4274029732 | 1 | 0.4% | |
| -1.347996712 | 1 | 0.4% | |
| -1.579436064 | 1 | 0.4% | |
| -0.4893274307 | 1 | 0.4% | |
| -0.7457705736 | 1 | 0.4% | |
| -1.18880105 | 1 | 0.4% | |
| 1.169556856 | 1 | 0.4% | |
| -0.5929341316 | 1 | 0.4% | |
| -0.9908791184 | 1 | 0.4% | |
| 0.3207229376 | 1 | 0.4% | |
| 0.7799398899 | 1 | 0.4% | |
| 1.614880919 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.756024718 | 1 | 0.4% | |
| -1.755373955 | 1 | 0.4% | |
| -1.754058242 | 1 | 0.4% | |
| -1.735151529 | 1 | 0.4% | |
| -1.724205852 | 1 | 0.4% | |
| -1.714329362 | 1 | 0.4% | |
| -1.69592607 | 1 | 0.4% | |
| -1.692349434 | 1 | 0.4% | |
| -1.645646453 | 1 | 0.4% | |
| -1.612567306 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.68732965 | 1 | 0.4% | |
| 1.685432911 | 1 | 0.4% | |
| 1.682773352 | 1 | 0.4% | |
| 1.678465247 | 1 | 0.4% | |
| 1.659992337 | 1 | 0.4% | |
| 1.657819152 | 1 | 0.4% | |
| 1.649468541 | 1 | 0.4% | |
| 1.620792747 | 1 | 0.4% | |
| 1.614880919 | 1 | 0.4% | |
| 1.612937689 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.2668391501667883e-09 |
|---|---|
| Minimum | -1.786012887954712 |
| Maximum | 1.6854583024978638 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.786012888 |
|---|---|
| 5-th percentile | -1.612475973 |
| Q1 | -0.7930390984 |
| median | -0.04328698851 |
| Q3 | 0.8518139273 |
| 95-th percentile | 1.559239823 |
| Maximum | 1.685458302 |
| Range | 3.47147119 |
| Interquartile range (IQR) | 1.644853026 |
Descriptive statistics
| Standard deviation | 1.000000004 |
|---|---|
| Coefficient of variation (CV) | -441142903.4 |
| Kurtosis | -1.091418936 |
| Mean | -2.26683915e-09 |
| Median Absolute Deviation (MAD) | 0.8000595868 |
| Skewness | -0.03516477793 |
| Sum | -5.667097875e-07 |
| Variance | 1.000000009 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.8032208681 | 1 | 0.4% | |
| -1.470057249 | 1 | 0.4% | |
| -0.3760558069 | 1 | 0.4% | |
| 0.3147937357 | 1 | 0.4% | |
| -1.208601356 | 1 | 0.4% | |
| 1.235620856 | 1 | 0.4% | |
| 1.502503276 | 1 | 0.4% | |
| -1.735724092 | 1 | 0.4% | |
| 1.137145758 | 1 | 0.4% | |
| -0.4988025129 | 1 | 0.4% | |
| -1.119500518 | 1 | 0.4% | |
| 0.7809383273 | 1 | 0.4% | |
| 1.341169596 | 1 | 0.4% | |
| -0.6525112987 | 1 | 0.4% | |
| -1.165369034 | 1 | 0.4% | |
| 0.9747704864 | 1 | 0.4% | |
| 1.621368051 | 1 | 0.4% | |
| 0.3472477198 | 1 | 0.4% | |
| 1.570629835 | 1 | 0.4% | |
| 1.190114498 | 1 | 0.4% | |
| 0.276201427 | 1 | 0.4% | |
| 1.626287103 | 1 | 0.4% | |
| -0.3950960636 | 1 | 0.4% | |
| 1.475888252 | 1 | 0.4% | |
| -0.05573446676 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.786012888 | 1 | 0.4% | |
| -1.785527825 | 1 | 0.4% | |
| -1.763466597 | 1 | 0.4% | |
| -1.735724092 | 1 | 0.4% | |
| -1.722771406 | 1 | 0.4% | |
| -1.714833856 | 1 | 0.4% | |
| -1.675030351 | 1 | 0.4% | |
| -1.658325553 | 1 | 0.4% | |
| -1.657045603 | 1 | 0.4% | |
| -1.652356863 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.685458302 | 1 | 0.4% | |
| 1.679555535 | 1 | 0.4% | |
| 1.66845715 | 1 | 0.4% | |
| 1.667911172 | 1 | 0.4% | |
| 1.627307534 | 1 | 0.4% | |
| 1.626287103 | 1 | 0.4% | |
| 1.621368051 | 1 | 0.4% | |
| 1.5984267 | 1 | 0.4% | |
| 1.598199129 | 1 | 0.4% | |
| 1.592780471 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.648501873016358e-10 |
|---|---|
| Minimum | -1.5731245279312134 |
| Maximum | 1.7560973167419434 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.573124528 |
|---|---|
| 5-th percentile | -1.47759338 |
| Q1 | -0.884022519 |
| median | 0.006939318497 |
| Q3 | 0.8553666174 |
| 95-th percentile | 1.621815598 |
| Maximum | 1.756097317 |
| Range | 3.329221845 |
| Interquartile range (IQR) | 1.739389136 |
Descriptive statistics
| Standard deviation | 0.9999999975 |
|---|---|
| Coefficient of variation (CV) | 1036430329 |
| Kurtosis | -1.186663963 |
| Mean | 9.648501873e-10 |
| Median Absolute Deviation (MAD) | 0.8727717069 |
| Skewness | 0.1254368201 |
| Sum | 2.412125468e-07 |
| Variance | 0.9999999949 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.008346544579 | 1 | 0.4% | |
| -0.4165752232 | 1 | 0.4% | |
| 0.8990970254 | 1 | 0.4% | |
| -0.5636457205 | 1 | 0.4% | |
| 0.1315903068 | 1 | 0.4% | |
| 1.016933441 | 1 | 0.4% | |
| 0.5323907733 | 1 | 0.4% | |
| 0.235513851 | 1 | 0.4% | |
| 1.096020103 | 1 | 0.4% | |
| 0.6470786333 | 1 | 0.4% | |
| -0.3601825237 | 1 | 0.4% | |
| -0.6637227535 | 1 | 0.4% | |
| -1.232128978 | 1 | 0.4% | |
| -1.056931019 | 1 | 0.4% | |
| -1.44266963 | 1 | 0.4% | |
| -1.554407001 | 1 | 0.4% | |
| -0.5921049714 | 1 | 0.4% | |
| -0.4323499799 | 1 | 0.4% | |
| -0.2394140363 | 1 | 0.4% | |
| -1.462182522 | 1 | 0.4% | |
| 0.7799184918 | 1 | 0.4% | |
| -1.203087449 | 1 | 0.4% | |
| -1.432871938 | 1 | 0.4% | |
| -0.5030542016 | 1 | 0.4% | |
| 0.7623291016 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.573124528 | 1 | 0.4% | |
| -1.570872664 | 1 | 0.4% | |
| -1.555618167 | 1 | 0.4% | |
| -1.554407001 | 1 | 0.4% | |
| -1.54642272 | 1 | 0.4% | |
| -1.546034455 | 1 | 0.4% | |
| -1.543610215 | 1 | 0.4% | |
| -1.537147403 | 1 | 0.4% | |
| -1.525751472 | 1 | 0.4% | |
| -1.497548342 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.756097317 | 1 | 0.4% | |
| 1.751154304 | 1 | 0.4% | |
| 1.74510777 | 1 | 0.4% | |
| 1.732795 | 1 | 0.4% | |
| 1.732312441 | 1 | 0.4% | |
| 1.725274801 | 1 | 0.4% | |
| 1.721064448 | 1 | 0.4% | |
| 1.697092772 | 1 | 0.4% | |
| 1.691188335 | 1 | 0.4% | |
| 1.654182792 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.377216100692749e-11 |
|---|---|
| Minimum | -1.9158393144607544 |
| Maximum | 1.6581294536590576 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.915839314 |
|---|---|
| 5-th percentile | -1.67609154 |
| Q1 | -0.826113075 |
| median | 0.03825314343 |
| Q3 | 0.7908568382 |
| 95-th percentile | 1.483461297 |
| Maximum | 1.658129454 |
| Range | 3.573968768 |
| Interquartile range (IQR) | 1.616969913 |
Descriptive statistics
| Standard deviation | 0.9999999989 |
|---|---|
| Coefficient of variation (CV) | -2.28455707e+10 |
| Kurtosis | -1.06845508 |
| Mean | -4.377216101e-11 |
| Median Absolute Deviation (MAD) | 0.7962214351 |
| Skewness | -0.1569357465 |
| Sum | -1.094304025e-08 |
| Variance | 0.9999999979 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.4430170655 | 1 | 0.4% | |
| -0.9038851857 | 1 | 0.4% | |
| 0.9270917177 | 1 | 0.4% | |
| 1.07094264 | 1 | 0.4% | |
| 1.264992952 | 1 | 0.4% | |
| 0.9825778604 | 1 | 0.4% | |
| 1.206387043 | 1 | 0.4% | |
| -1.780598044 | 1 | 0.4% | |
| 0.6841481924 | 1 | 0.4% | |
| 0.5968362689 | 1 | 0.4% | |
| 0.1584684551 | 1 | 0.4% | |
| -1.335268259 | 1 | 0.4% | |
| 0.4685823619 | 1 | 0.4% | |
| -1.139952183 | 1 | 0.4% | |
| -1.160455942 | 1 | 0.4% | |
| -0.5455573201 | 1 | 0.4% | |
| -0.2076707035 | 1 | 0.4% | |
| 0.5054856539 | 1 | 0.4% | |
| 0.922505796 | 1 | 0.4% | |
| 0.3587124944 | 1 | 0.4% | |
| 0.4901865721 | 1 | 0.4% | |
| -0.1747170538 | 1 | 0.4% | |
| 1.561466455 | 1 | 0.4% | |
| 1.581322551 | 1 | 0.4% | |
| 0.6944692135 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.915839314 | 1 | 0.4% | |
| -1.880951047 | 1 | 0.4% | |
| -1.879860997 | 1 | 0.4% | |
| -1.856419206 | 1 | 0.4% | |
| -1.813971877 | 1 | 0.4% | |
| -1.806569338 | 1 | 0.4% | |
| -1.780598044 | 1 | 0.4% | |
| -1.746527672 | 1 | 0.4% | |
| -1.722385049 | 1 | 0.4% | |
| -1.712107539 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.658129454 | 1 | 0.4% | |
| 1.651252151 | 1 | 0.4% | |
| 1.649395347 | 1 | 0.4% | |
| 1.648452282 | 1 | 0.4% | |
| 1.642059445 | 1 | 0.4% | |
| 1.641004682 | 1 | 0.4% | |
| 1.592936754 | 1 | 0.4% | |
| 1.581322551 | 1 | 0.4% | |
| 1.561466455 | 1 | 0.4% | |
| 1.547381759 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5297049432992936e-10 |
|---|---|
| Minimum | -1.8011727333068848 |
| Maximum | 1.726836085319519 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.801172733 |
|---|---|
| 5-th percentile | -1.558025652 |
| Q1 | -0.8419548273 |
| median | 0.06350662 |
| Q3 | 0.7798946649 |
| 95-th percentile | 1.529253316 |
| Maximum | 1.726836085 |
| Range | 3.528008819 |
| Interquartile range (IQR) | 1.621849492 |
Descriptive statistics
| Standard deviation | 0.9999999985 |
|---|---|
| Coefficient of variation (CV) | 3953030179 |
| Kurtosis | -1.14486453 |
| Mean | 2.529704943e-10 |
| Median Absolute Deviation (MAD) | 0.7873868048 |
| Skewness | -0.06050243016 |
| Sum | 6.324262358e-08 |
| Variance | 0.999999997 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.709951043 | 1 | 0.4% | |
| -0.179968074 | 1 | 0.4% | |
| 0.75749892 | 1 | 0.4% | |
| 0.7004752755 | 1 | 0.4% | |
| 0.4927589297 | 1 | 0.4% | |
| -0.8185207248 | 1 | 0.4% | |
| 1.381523728 | 1 | 0.4% | |
| 0.4742752016 | 1 | 0.4% | |
| -0.06186894327 | 1 | 0.4% | |
| -0.1717917174 | 1 | 0.4% | |
| -1.527653813 | 1 | 0.4% | |
| 0.06807345897 | 1 | 0.4% | |
| 0.3675996363 | 1 | 0.4% | |
| 1.453801155 | 1 | 0.4% | |
| 0.4976328015 | 1 | 0.4% | |
| 1.286416054 | 1 | 0.4% | |
| 0.2991270125 | 1 | 0.4% | |
| -0.000439712865 | 1 | 0.4% | |
| 1.211213827 | 1 | 0.4% | |
| -0.2612987459 | 1 | 0.4% | |
| -0.2195712626 | 1 | 0.4% | |
| -0.04581500962 | 1 | 0.4% | |
| 1.151669145 | 1 | 0.4% | |
| 0.4158342481 | 1 | 0.4% | |
| -0.07838458568 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.801172733 | 1 | 0.4% | |
| -1.770143628 | 1 | 0.4% | |
| -1.744113684 | 1 | 0.4% | |
| -1.730674386 | 1 | 0.4% | |
| -1.70808804 | 1 | 0.4% | |
| -1.705057859 | 1 | 0.4% | |
| -1.679484248 | 1 | 0.4% | |
| -1.640048742 | 1 | 0.4% | |
| -1.631767631 | 1 | 0.4% | |
| -1.611486793 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.726836085 | 1 | 0.4% | |
| 1.724002957 | 1 | 0.4% | |
| 1.709951043 | 1 | 0.4% | |
| 1.653444171 | 1 | 0.4% | |
| 1.650554895 | 1 | 0.4% | |
| 1.60104084 | 1 | 0.4% | |
| 1.582647562 | 1 | 0.4% | |
| 1.582181931 | 1 | 0.4% | |
| 1.555613041 | 1 | 0.4% | |
| 1.542700529 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.241002559661865e-10 |
|---|---|
| Minimum | -1.803480863571167 |
| Maximum | 1.650054931640625 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.803480864 |
|---|---|
| 5-th percentile | -1.53547731 |
| Q1 | -0.8358773738 |
| median | -0.06548275799 |
| Q3 | 0.9478500336 |
| 95-th percentile | 1.515449321 |
| Maximum | 1.650054932 |
| Range | 3.453535795 |
| Interquartile range (IQR) | 1.783727407 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | 3085465021 |
| Kurtosis | -1.224243239 |
| Mean | 3.24100256e-10 |
| Median Absolute Deviation (MAD) | 0.8930355906 |
| Skewness | -0.008841905172 |
| Sum | 8.102506399e-08 |
| Variance | 1.000000006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.08660873026 | 1 | 0.4% | |
| -0.9021814466 | 1 | 0.4% | |
| -1.569671392 | 1 | 0.4% | |
| 1.363611937 | 1 | 0.4% | |
| -0.1600751579 | 1 | 0.4% | |
| -1.452473164 | 1 | 0.4% | |
| 1.054034472 | 1 | 0.4% | |
| 0.3855782151 | 1 | 0.4% | |
| -0.1630035043 | 1 | 0.4% | |
| -0.2031641901 | 1 | 0.4% | |
| 0.8356031775 | 1 | 0.4% | |
| -0.3833992481 | 1 | 0.4% | |
| -0.8121640086 | 1 | 0.4% | |
| -1.536430836 | 1 | 0.4% | |
| -1.154460192 | 1 | 0.4% | |
| -0.4649146795 | 1 | 0.4% | |
| -0.614421308 | 1 | 0.4% | |
| 0.2052352875 | 1 | 0.4% | |
| -0.8274971247 | 1 | 0.4% | |
| -0.4385511577 | 1 | 0.4% | |
| -0.5511178374 | 1 | 0.4% | |
| -0.3936211765 | 1 | 0.4% | |
| 0.5904630423 | 1 | 0.4% | |
| 0.0262033958 | 1 | 0.4% | |
| -1.413344502 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.803480864 | 1 | 0.4% | |
| -1.803474903 | 1 | 0.4% | |
| -1.785003662 | 1 | 0.4% | |
| -1.732299566 | 1 | 0.4% | |
| -1.675953746 | 1 | 0.4% | |
| -1.671409488 | 1 | 0.4% | |
| -1.629340053 | 1 | 0.4% | |
| -1.61319685 | 1 | 0.4% | |
| -1.608510613 | 1 | 0.4% | |
| -1.569671392 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.650054932 | 1 | 0.4% | |
| 1.643493652 | 1 | 0.4% | |
| 1.632887602 | 1 | 0.4% | |
| 1.631863356 | 1 | 0.4% | |
| 1.626519442 | 1 | 0.4% | |
| 1.619021177 | 1 | 0.4% | |
| 1.613926291 | 1 | 0.4% | |
| 1.586827755 | 1 | 0.4% | |
| 1.54926753 | 1 | 0.4% | |
| 1.540206432 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.227063143488976e-10 |
|---|---|
| Minimum | -1.7067319154739382 |
| Maximum | 1.760989546775818 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.706731915 |
|---|---|
| 5-th percentile | -1.528315794 |
| Q1 | -0.8550721854 |
| median | 0.005011818837 |
| Q3 | 0.8192818016 |
| 95-th percentile | 1.584375405 |
| Maximum | 1.760989547 |
| Range | 3.467721462 |
| Interquartile range (IQR) | 1.674353987 |
Descriptive statistics
| Standard deviation | 0.9999999978 |
|---|---|
| Coefficient of variation (CV) | -1383687921 |
| Kurtosis | -1.183495065 |
| Mean | -7.227063143e-10 |
| Median Absolute Deviation (MAD) | 0.8373626689 |
| Skewness | 0.04087398852 |
| Sum | -1.806765786e-07 |
| Variance | 0.9999999956 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.296877623 | 1 | 0.4% | |
| 0.7990666032 | 1 | 0.4% | |
| 0.8771195412 | 1 | 0.4% | |
| -1.445266008 | 1 | 0.4% | |
| -0.1791177541 | 1 | 0.4% | |
| -1.479232192 | 1 | 0.4% | |
| 1.619460821 | 1 | 0.4% | |
| 0.3787403107 | 1 | 0.4% | |
| 1.590155244 | 1 | 0.4% | |
| 1.709761381 | 1 | 0.4% | |
| -0.3181912005 | 1 | 0.4% | |
| -1.422174931 | 1 | 0.4% | |
| -1.324515939 | 1 | 0.4% | |
| -0.4692575634 | 1 | 0.4% | |
| -1.093006492 | 1 | 0.4% | |
| 0.2610585988 | 1 | 0.4% | |
| -0.07746867836 | 1 | 0.4% | |
| -1.306926012 | 1 | 0.4% | |
| -1.052041531 | 1 | 0.4% | |
| 0.1980851889 | 1 | 0.4% | |
| 0.9801169634 | 1 | 0.4% | |
| -1.630570054 | 1 | 0.4% | |
| -1.522728205 | 1 | 0.4% | |
| 0.5548183322 | 1 | 0.4% | |
| 0.712931931 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.706731915 | 1 | 0.4% | |
| -1.681530476 | 1 | 0.4% | |
| -1.663462639 | 1 | 0.4% | |
| -1.640990138 | 1 | 0.4% | |
| -1.630570054 | 1 | 0.4% | |
| -1.612325788 | 1 | 0.4% | |
| -1.596079469 | 1 | 0.4% | |
| -1.591663241 | 1 | 0.4% | |
| -1.584687114 | 1 | 0.4% | |
| -1.584462881 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.760989547 | 1 | 0.4% | |
| 1.756058335 | 1 | 0.4% | |
| 1.730915546 | 1 | 0.4% | |
| 1.724580407 | 1 | 0.4% | |
| 1.716962457 | 1 | 0.4% | |
| 1.709761381 | 1 | 0.4% | |
| 1.707696199 | 1 | 0.4% | |
| 1.666444898 | 1 | 0.4% | |
| 1.660715342 | 1 | 0.4% | |
| 1.647305727 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.670597940683365e-10 |
|---|---|
| Minimum | -1.7313770055770874 |
| Maximum | 1.697670340538025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.731377006 |
|---|---|
| 5-th percentile | -1.556443679 |
| Q1 | -0.9487165362 |
| median | 0.1966383234 |
| Q3 | 0.8341069967 |
| 95-th percentile | 1.488619018 |
| Maximum | 1.697670341 |
| Range | 3.429047346 |
| Interquartile range (IQR) | 1.782823533 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 1499115985 |
| Kurtosis | -1.264217111 |
| Mean | 6.670597941e-10 |
| Median Absolute Deviation (MAD) | 0.8739037514 |
| Skewness | -0.1232420542 |
| Sum | 1.667649485e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.455746293 | 1 | 0.4% | |
| -1.644868612 | 1 | 0.4% | |
| 0.3814448118 | 1 | 0.4% | |
| -1.545542955 | 1 | 0.4% | |
| 0.2363753319 | 1 | 0.4% | |
| 0.7414060235 | 1 | 0.4% | |
| 0.5183345079 | 1 | 0.4% | |
| 0.7413963675 | 1 | 0.4% | |
| 0.2487032413 | 1 | 0.4% | |
| -1.427124858 | 1 | 0.4% | |
| 0.5900254846 | 1 | 0.4% | |
| -0.1215189472 | 1 | 0.4% | |
| -0.9205850363 | 1 | 0.4% | |
| 1.445948839 | 1 | 0.4% | |
| -1.565767527 | 1 | 0.4% | |
| -0.7833685875 | 1 | 0.4% | |
| 0.3389343023 | 1 | 0.4% | |
| 1.24153626 | 1 | 0.4% | |
| 1.08235538 | 1 | 0.4% | |
| 0.8028940558 | 1 | 0.4% | |
| -1.024724483 | 1 | 0.4% | |
| 1.054380178 | 1 | 0.4% | |
| 0.7412901521 | 1 | 0.4% | |
| 0.6949747205 | 1 | 0.4% | |
| -0.08119495213 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.731377006 | 1 | 0.4% | |
| -1.714298368 | 1 | 0.4% | |
| -1.711365223 | 1 | 0.4% | |
| -1.698177099 | 1 | 0.4% | |
| -1.671503186 | 1 | 0.4% | |
| -1.666121364 | 1 | 0.4% | |
| -1.644868612 | 1 | 0.4% | |
| -1.639930248 | 1 | 0.4% | |
| -1.636819124 | 1 | 0.4% | |
| -1.63428843 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.697670341 | 1 | 0.4% | |
| 1.687955737 | 1 | 0.4% | |
| 1.663333774 | 1 | 0.4% | |
| 1.648389101 | 1 | 0.4% | |
| 1.637196064 | 1 | 0.4% | |
| 1.57546258 | 1 | 0.4% | |
| 1.551188231 | 1 | 0.4% | |
| 1.539680958 | 1 | 0.4% | |
| 1.505053043 | 1 | 0.4% | |
| 1.503760576 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.266373485326767e-09 |
|---|---|
| Minimum | -1.7601324319839478 |
| Maximum | 1.7235318422317505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.760132432 |
|---|---|
| 5-th percentile | -1.652176684 |
| Q1 | -0.7267832458 |
| median | -0.0266257422 |
| Q3 | 0.8308644593 |
| 95-th percentile | 1.517282522 |
| Maximum | 1.723531842 |
| Range | 3.483664274 |
| Interquartile range (IQR) | 1.557647705 |
Descriptive statistics
| Standard deviation | 0.999999997 |
|---|---|
| Coefficient of variation (CV) | -441233540.5 |
| Kurtosis | -1.061409615 |
| Mean | -2.266373485e-09 |
| Median Absolute Deviation (MAD) | 0.796880235 |
| Skewness | -0.06774946316 |
| Sum | -5.665933713e-07 |
| Variance | 0.999999994 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.7319331169 | 1 | 0.4% | |
| 1.377303243 | 1 | 0.4% | |
| -1.233793855 | 1 | 0.4% | |
| 1.598047733 | 1 | 0.4% | |
| 0.2945306003 | 1 | 0.4% | |
| 0.4490694404 | 1 | 0.4% | |
| -0.7001512051 | 1 | 0.4% | |
| -1.676969647 | 1 | 0.4% | |
| 1.307009339 | 1 | 0.4% | |
| -1.760132432 | 1 | 0.4% | |
| -1.085718155 | 1 | 0.4% | |
| 0.4251289964 | 1 | 0.4% | |
| 0.685726583 | 1 | 0.4% | |
| 1.327502012 | 1 | 0.4% | |
| 1.262072682 | 1 | 0.4% | |
| -1.750628471 | 1 | 0.4% | |
| -0.5536003113 | 1 | 0.4% | |
| -1.334330797 | 1 | 0.4% | |
| -0.02653962187 | 1 | 0.4% | |
| 0.3172240555 | 1 | 0.4% | |
| -0.2803581059 | 1 | 0.4% | |
| 1.47682023 | 1 | 0.4% | |
| 1.596035719 | 1 | 0.4% | |
| 0.8727244139 | 1 | 0.4% | |
| 0.4178867936 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.760132432 | 1 | 0.4% | |
| -1.759964705 | 1 | 0.4% | |
| -1.750628471 | 1 | 0.4% | |
| -1.717442036 | 1 | 0.4% | |
| -1.708129525 | 1 | 0.4% | |
| -1.70529139 | 1 | 0.4% | |
| -1.704132318 | 1 | 0.4% | |
| -1.688763738 | 1 | 0.4% | |
| -1.686737537 | 1 | 0.4% | |
| -1.676969647 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.723531842 | 1 | 0.4% | |
| 1.690926671 | 1 | 0.4% | |
| 1.688735485 | 1 | 0.4% | |
| 1.674695969 | 1 | 0.4% | |
| 1.656009197 | 1 | 0.4% | |
| 1.598047733 | 1 | 0.4% | |
| 1.596035719 | 1 | 0.4% | |
| 1.592763543 | 1 | 0.4% | |
| 1.592525959 | 1 | 0.4% | |
| 1.579527259 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.2840838432312014e-10 |
|---|---|
| Minimum | -2.6574044227600098 |
| Maximum | 2.0781395435333248 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.657404423 |
|---|---|
| 5-th percentile | -1.666684681 |
| Q1 | -0.603786692 |
| median | 0.005238275509 |
| Q3 | 0.6472773552 |
| 95-th percentile | 1.660040593 |
| Maximum | 2.078139544 |
| Range | 4.735543966 |
| Interquartile range (IQR) | 1.251064047 |
Descriptive statistics
| Standard deviation | 0.9999999999 |
|---|---|
| Coefficient of variation (CV) | -2334221356 |
| Kurtosis | -0.4953934849 |
| Mean | -4.284083843e-10 |
| Median Absolute Deviation (MAD) | 0.6324464786 |
| Skewness | -0.07245626626 |
| Sum | -1.071020961e-07 |
| Variance | 0.9999999998 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.918456912 | 1 | 0.4% | |
| -0.4055940509 | 1 | 0.4% | |
| 0.5118951797 | 1 | 0.4% | |
| -1.970354557 | 1 | 0.4% | |
| -0.7111108303 | 1 | 0.4% | |
| 0.5944089293 | 1 | 0.4% | |
| 1.339199781 | 1 | 0.4% | |
| 0.7516315579 | 1 | 0.4% | |
| -0.2431207597 | 1 | 0.4% | |
| 0.2708341181 | 1 | 0.4% | |
| -1.591146946 | 1 | 0.4% | |
| -1.669009566 | 1 | 0.4% | |
| -1.427796602 | 1 | 0.4% | |
| 0.5196022391 | 1 | 0.4% | |
| 1.443668842 | 1 | 0.4% | |
| -1.033501148 | 1 | 0.4% | |
| -0.07093695551 | 1 | 0.4% | |
| 1.435845375 | 1 | 0.4% | |
| -1.540333509 | 1 | 0.4% | |
| 1.82255435 | 1 | 0.4% | |
| 1.682901621 | 1 | 0.4% | |
| -1.600861311 | 1 | 0.4% | |
| 1.673125505 | 1 | 0.4% | |
| -0.2357516885 | 1 | 0.4% | |
| 0.9077142477 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.657404423 | 1 | 0.4% | |
| -2.284842968 | 1 | 0.4% | |
| -2.266974926 | 1 | 0.4% | |
| -2.222807169 | 1 | 0.4% | |
| -2.001378775 | 1 | 0.4% | |
| -1.970354557 | 1 | 0.4% | |
| -1.775926352 | 1 | 0.4% | |
| -1.774531841 | 1 | 0.4% | |
| -1.758990765 | 1 | 0.4% | |
| -1.72414279 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2.078139544 | 1 | 0.4% | |
| 2.00791502 | 1 | 0.4% | |
| 1.943622112 | 1 | 0.4% | |
| 1.880811334 | 1 | 0.4% | |
| 1.843284845 | 1 | 0.4% | |
| 1.825900912 | 1 | 0.4% | |
| 1.82255435 | 1 | 0.4% | |
| 1.800426602 | 1 | 0.4% | |
| 1.713605762 | 1 | 0.4% | |
| 1.682901621 | 1 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.511507 | 0.131822 | 1.549419 | -1.287627 | -0.453457 | -0.537050 | 0.827813 | 1.002410 | 1.404576 | -0.223567 | -0.556209 |
| 1 | -0.737975 | -1.735152 | -0.223532 | 0.284592 | -1.261308 | 0.463244 | 1.538099 | -1.343731 | -0.916030 | -0.041255 | -1.651536 |
| 2 | 0.245354 | 0.534813 | -0.184263 | 1.121569 | -1.139775 | 0.609074 | -0.160139 | 0.617544 | 0.941815 | 1.143318 | 0.751632 |
| 3 | -1.092161 | 0.983959 | 1.390039 | 1.732312 | 0.703171 | 0.839446 | -0.991851 | -0.320751 | -1.289482 | -0.451700 | 1.200406 |
| 4 | 1.442464 | 0.041728 | -0.562306 | -1.546423 | -0.235456 | 0.068073 | 1.215540 | -0.924619 | -0.411511 | 1.262073 | -0.489702 |
| 5 | 0.395534 | 1.483520 | -1.455379 | -0.432350 | -0.863980 | -0.639381 | 1.263966 | 0.224089 | -0.715958 | -1.497856 | 0.630205 |
| 6 | -0.518189 | -0.131319 | -0.087828 | 1.003640 | -1.457650 | -1.537424 | 0.689977 | -0.318191 | -1.392411 | 0.447532 | -0.481378 |
| 7 | 0.341133 | -0.290273 | -0.694436 | 0.997975 | 0.297277 | 1.582648 | -1.413345 | 0.603210 | -0.920585 | 0.513483 | 0.495298 |
| 8 | -0.094463 | -0.074099 | 0.535159 | -0.638159 | 0.529219 | 0.766896 | -0.569287 | -0.364661 | 0.694975 | 0.990736 | 0.299339 |
| 9 | 0.331948 | -0.271279 | -1.346268 | 1.596881 | 1.342718 | -0.723499 | -0.537170 | 0.223303 | 0.245063 | 1.520204 | 1.943622 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 240 | -0.168200 | -0.619753 | 1.208912 | -0.815379 | 0.596836 | 0.230525 | 1.087981 | 1.551001 | -0.912424 | 1.723532 | -0.778975 |
| 241 | -0.914283 | 1.649469 | 0.454967 | 1.521971 | -0.174717 | 1.542701 | 1.163931 | 1.282787 | 0.291069 | 1.596036 | 0.907714 |
| 242 | 1.659586 | -0.655256 | -0.172347 | -1.340694 | -1.160456 | 0.102615 | 0.127262 | -0.712975 | 1.257761 | 0.454136 | -1.073515 |
| 243 | -1.405969 | -1.557666 | -1.658326 | -0.551630 | -0.687453 | -1.093860 | 1.089352 | -0.379933 | 0.135670 | 0.112471 | -0.828368 |
| 244 | -1.635887 | -0.538345 | -1.470057 | 0.046677 | 0.863418 | -1.113305 | 0.623895 | 0.479682 | 0.539963 | 0.152615 | -0.594748 |
| 245 | 0.624804 | 0.313938 | 1.502503 | -1.573125 | -1.139543 | 0.215232 | -1.274192 | 1.660715 | 0.741290 | 1.473240 | 0.224790 |
| 246 | 0.846870 | -1.285915 | -0.120550 | 0.532391 | 1.199193 | 0.446806 | -1.278770 | -1.554074 | -1.545543 | 1.363560 | -0.104608 |
| 247 | -1.488525 | 1.024207 | -0.677956 | 1.458093 | -0.194421 | -0.464389 | -0.298485 | -0.732392 | 0.371635 | -1.686738 | 0.020308 |
| 248 | 1.363112 | 1.614881 | 1.115120 | -0.959668 | 1.271609 | 1.527827 | 1.503035 | -0.006334 | 0.882731 | 1.176428 | 0.175283 |
| 249 | -1.131943 | 0.462852 | -0.376325 | 0.049963 | 1.068573 | -1.497950 | 0.086609 | -0.558048 | 0.638933 | -1.483767 | -0.120641 |